{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 可视化统计关系\n",
    "\n",
    "统计分析是了解数据集中的变量是如何相互关联以及这些关系是如何依赖于其他变量的过程。可视化则是此过程的核心组成部分，因为当正确可视化数据时，人类视觉系统可以看到指示关系的趋势和模式。\n",
    "\n",
    "在本教程中，我们将讨论三个基本功能。第一个是我们最常使用的**```relplot()```**，这是一种图形级函数，可使用两种常用的方法可视化统计关系：散点图和线型图：\n",
    "\n",
    "- **scatterplot()** （kind='scatter'；默认值）\n",
    "- **lineplot()** （kind='line'）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "sns.set(style='darkgrid')\n",
    "sns.set(font='SimHei')  # 解决Seaborn中文显示的问题\n",
    "plt.rcParams['axes.unicode_minus'] = False    # 解决保存图像是负号'-'显示为方块"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 散点图\n",
    "\n",
    "散点图是统计可视化的的主要支柱。它描述了两个变量的联合分布，其中每一个点代表数据集中的观测值。这种描述使眼睛可以推断出有关它们之间是否存在任何有意义关系的大量信息。\n",
    "\n",
    "绘制**散点图**有多种方法。当两个变量都是数字时，应使用最基本的**scatterplot()**函数。也可以使用**relplot()**，默认**kind='scatter'**。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x25b656179d0>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips = pd.read_csv('../dataset/tips.csv')\n",
    "sns.relplot(x=\"total_bill\", y=\"tip\", data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在二维散点图的基础上，可以通过**hue**参数传入第三个分类变量，它将通过改变原散点的颜色来表示不同的分类值。在seaborn中，这被称为“色调语义”。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x25b6ab0c400>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432.6x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x='total_bill', y='tip', hue='smoker', data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "还可以通过**style**参数，来提高不同分类的差异性。而且**hue**参数与**style**参数可以指定不同的分类变量。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x25b6ababb80>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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uuYXzzz+f0tJSJk+eTCgkzRKi6QxT89nXRTz68pdc9sPhzPliI4Xbqnn8hjHUVkcaWnC1SXzfp1t6/Sa4nlnJGErh07QDuK5HsqW55rxD8HywNLi2s2+FFKITaPMgCoVC3HfffW19WNEJObbLkYN6MO74ATz1xlJMQ/HY5DFEa+19DiGILUGRHDQ59eh+vDc/dvNeWjjAz84YhvKbGkMxsWZlHw3IQDkhYmRmBdFhKaXw8FmxLjby0nF91uSXMqR/ZssdxPW44NQDGX/SAVRU22SlhzB8X4ZbC9GCZKia6LAMU7Pw6yIKS6qZctPJTPzeIKa8vpRQyKJFJy5wPQIKuqdY4LgSQkK0MAki0e4ppQgGNMGArhMwju1y+IHZPHLdSQS14tSj+vHwdSe2WNPcrtr2Rgch9t2NN97IddddB0B+fn6bzabdVNI0J9q1oOETcEqp+PgtMEzSjjqDGiOF7X38vuPieV58SP/Oj4XoKD5YsIHnZi6nuKSG7plJ/HjsEE48om+L7HvmzJlcc801mGb7vdw3ukYUiURYsWIFK1euJBqN7v0JQuwjpRQBt5yCp6+j4stZVCx4l4KnryOJmjq/t3PwJCKEqmpsfEPjG7rFho6LruODBRt49OVFFJXU4ANFJTU8+vIiPliwoUX2P2LECJ588sn4zwsWLOD8889nwoQJPPTQQy1yjH3VqE/N7NmzOfHEE5k8eTLXXnstY8aMYc6cOa1dNtHFBSxNxedvg7fjPh7fjlD91ccEAs2faqclKctgyutLuOxPs7jsT7N4/t9fo/ZhGiDR9Tw3czmRXW7Cjtguz81c3iL7P/vss1mwYAEFBQX4vs/111/Pfffdx4svvsjSpUv5+OOPW+Q4+6JRdbU77riDqVOnxmdV/eqrr7j66qt5//33W7VwomvzAWU2MJWOGWgX/TWmqVm2roT3P9/xzfW/n2/gqKE9GdovA0duVBWNUFxS06TtTWWaJj/72c+YMmUKJSUlZGdnx+eHO/LII1mxYgXHH398ixyruRpVIwqFQnUmtuvTpw/JycmtVighAGzbJfXIsajAjhuedXIa4cHHYrfkND7NZBiaL1cW1du+aFUxhjTRiUbqnpnUpO3NMX78eFavXk1mZia+77Np0yZ832fhwoXNWrahpTWqRtSvXz/OPvtsTjnlFHzfZ9asWQwdOpRHH30UgKuvvrpVCym6Jt+Haj+Z3Mv/QtWKuSjDJPnAo6l0g9Cs20lbluN4HD2sJ/+e922d7UcN7Sm1IdFoPx47hEdfXlSneS5oGfx47JAWO0YgEODyyy/n6aef5u677+baa6/F932OO+64hNeGoJGzb28PnN1pyyCSSU87lpY6R8uK9bu0h5rQzpRp8ObHa3nr428AGHf8AMYdvz++077KuS/kfdq0/TRHa46a6wjafBmIfSVB1LF0hXNMSUuioio2ktRQ4HWiEIKu8TdMdBB1ddKQLcQ+SgqaKNdFuW6nCyEh2sJu+4hmzpzJ2LFjAXj99dcb/J2zzjqrdUolhBCiy9htEC1cuDAeRPPmzWvwdySIhBBC7CvpI0ogaXvvHDr7OXb28wPpI0q0ZvURRaNR8vPzW7osQgghuqBGBdHll19e52fP8zj//PNbpUBCiPpM04jPZ2eaMsZINM7DDz/MlClTACgrK+O0006juro6waWqr1E3tC5f3jJzHnU2hqHxfb/TNBV2RgFLYfg2jgpg2x3zJlNtGpTW2Dz+6mKqamyuv/hI0kImTju7p0o0X8XSOZTMfgGnfCtmWhaZJ11I6vAT9nm/l1xyCeeddx4XXXQRU6dO5aKLLmqXs+LsMYieffZZnn32WUpKSjj55JPj20tLS+vVkroS01CEjQiRglXoYDJmVh8qnYAEUjuilCLVilK16D2qNiwnKe9w0oaMosI293meOqXA1xrPjx2nJuK0TKEbYJqaqOfzyvuruGTcMDzP5+VZK7nw9CGETC0zOHQCFUvnUPz2E/hOBACnvJjit58A2OcwSklJYfz48Tz++ON88MEHvPLKK8ybN4+HHnoIx3E45ZRTuOKKK4hEIkyaNInS0lJc1+W2225r06l/9hhE55xzDieffDLnnXcezz33XHx7RkYG4XC41QvXHikFyVRR8Lfr8WorAbCy+9Fjwu8pj1oJLp3YLtmIsnXGw9R+uwSA2nVLiBauJXzCT6hx9m12bGUa/PVfi/lseSGmoTh3zEBOO7oftMLKrYahqam1WbOxjHunfU5acoAtJdWcdeIBpKQHJYg6gZLZL8RDaDvfiVAy+4UWqRVddNFFnHLKKfz617/GsiwmT57M9OnTycnJYdy4cYwbN45t27ZRUFDAK6+8wrp16ygrK9vn4zbFHhubU1NT6dOnD8cddxy5ubnx/7pqCAEETCif+3o8hADsovVEN62SiS7bEQMnHkLbVS37GEvtW+3FtDSzF+bz2fJCABzX58X3VlJSEUXrllyfPMbzfPK3lHP9xUdSVFLDmo1l/Pycg3FsV0Kok3DKtzZpe1OFQiEGDBjA4MGD2bZtG2VlZdx444385Cc/wfd9CgoKGDp0KCeddBKXXnop999/PykpKS1y7MZq1JXz/vvvb+1ydBgaH7eqpN52t7K0VS5EopmUBl235rPzLN7N5XqweHVxve1fr9/WKl9EHMdlyH5ZPPHqYsJJFtkZSUx7ZzmZ6SE62J0XYjfMtKwmbd8X3bp1Iycnh8cff5xp06bx05/+lOzsbJYvX05eXh5Tp07ltNNO46mnnmrxY++JfIVvoqhnkHrkD+psU4ZFUt5h7W5CzvbEsgx8rfG1jk9guivT0nhKoQzd7FC3LIOwGQWlST+27g3XmaMnEvFj6xuZAQP13SF2frw3plYcPqhHve0Deqfj7TQjuLnT+e46yk0pSArUf9wQpRSe5+P7cO/Vx3P31cfTLS1E1PZQhkY1tuAtLPaaqXqPd9WUc21Jhhl7L2nTaPdfEDNPurDeulvKDJJ50oUtfiylFLfeeiu/+MUvmDBhAp9//jm9evWiX79+zJgxg4kTJ/Lss8+2+WQFckNrMySZDhSvpXzeG+hgMhknnE8kkEnUadobvqvcKFi8rYo1BeVM/8/XAEw49UAG5qbj79Snoi2Df89bz4cL8+nZLZlLfzic1JDGdRr/t04yHdiyitKPXwKlyf7BVfiuTe2mNYT6DMYNpFHtmGjLYM6XBZxwaG9AMefLjZxwaG98x23UQAbfNJg6YxmfLC7AsgzOOfEA0sIBjh7SE+XFAmLxN9t47YPVBL6bzj+3ezK+66EUpFo2NV9/QmjQ8Si87x6PpCLacJet1gozaOE5Lr5S1ERcps38CssyuPj0IRi+16qfiV3fp9oy+N/iTRx3cA4axceLCzju4BxwvDq1NKUgNeBQ/dVHJA0ZhVLEH+/uXPeVUqBMk9c+XM38ZYX075XKz8YNI2SA6+7+NUr0Da2tNWquo5AgaibT1FhE8dFEPaNZZeoqQbRqfQmTHqq7tPz9vxpFVkpspKFpat6eu55/zloZ//dwyOSR354EjZxEVGtFcqSQTVOvr7M955L7iCb3xLZjF0nD0NS6Pr958EMG988kGDBYuGIL9//mBNJDZuP6XQyD9xduYPj+3XFcj48XFbBhcznXTTwcA1hXVMWtUz7dUTYFj04+iSRDYZqaYFUBm567hfDQkTilhdhb8+l9yf1UuKE9v48MzQMvfsHSNTv6Dgb2zeDGHx+JaoWBEtvt/D7VWuFpzW8e/JDe3cP0zk7hw4X53HXlSHplJtUZUm6amiR7G5umXk9o/0PBsanNX07vS/5MlUrHbYUya1Pz/L9XMuuz9TvKn5HEPVcdD+7u30uJDqKuTprmmslxPGock1pHt4tgbM9mL9hQb9uszzfEm+iirs+HX9SdqaOq1mFLSXWjm54sy6By8ex62ysXzUIpFf+m7roeIVNx22XH8sXKIuYu3czNPz06dl9OIzv/FT4ZKUFueeITbnniE+Yv28yV5x6CgQ9a8Z+5dRfK83z4dOlmTNPAtj2ccC+yx11D1dIPieSvoNdFd1Dl7yWEvtvPziEEsGpDKV4bjlnwPB8Dn7uvOp4V38aWSf/Vjw6l5y4hBLHPSDSQQY9zb6Bm5XxqvvmCnhN+T61Oa5UQAnB9+GjRxjrbikprqJVm83ZNgki0uj49639L7NsjJX7h1VqRnVH/Jru0cLDRHfKe52N1z6233erep94F3leKtz7+BkMrTEPz1v++wVeq0f1EvutxxIHZPHnjGB6/fgx/uXY04YCB6/pooE+P+iOOcrun4Ps+SkFA2ZQvfBdlBkBpyj+fSZK293pcpSA1ue4tAklBE93Gn+LY67cWrSBgat6duw4P6n1pUAqC2qH883fAMEEblH/+NsFGnGvzCwc9Muu+l7SCoCWXuvZM/jqi1R09tBf9eu0Io749UxlxUE58cIeBz+VnDicpuKPf4LRj+hNqwsXDtl2SBh6D1X3HqpZW974kDTymziASw9BEbI/Fa4q566qR3PerUazaUEpFjd2kUW++66Fcj6CGzLQQ3nff8G3b5XvH9qdntx0Xw0H9MhnULwPH8TBNjVe5FWfbJnIu+TM9L/gDNSvno313r53qpoJfjj+E7b+mFFx+5nCMNuyL11rFanhLCrj1smN5aNKJbN5aTVFJDcYugzIMQ+PXVhIpWEXOT+4i5+L/o/bbpSinptVudbA0XDX+YKydyjLhlEEoabRo16SPKIG6Sh/R1q2VeFpTWhHB9yEzLYj26nawayM2ymnT1ioyU4KEAkaTbxDVWhE2o/iV2wBQKd2oamDGC8PQhJID1FRHURB/7DWzuWjXv6Px3bkUl9VimZr0cADcHR35QdMnnGRSXuNh4MUfO40YmKG0wiX2OvXqFsZU4Ldy21xD5xdMClBbE3v9tj9u6PWzDEgNm1RUxe7f2v64NVvKlKHw0GwqrqJ7RoiAqff6XpI+osRqnaErQuzE83zwXDKTY28333HZ9bKw/SKWm5kU+/1mhILn+VRELVSwZ+w4UYD6F3fX9aiqqI3/vPPjlrC9/6N7SgDw8XcZcBFxFJGK2DaHHY8bw/d8ND59s5LxPG+fpytqDtf1qK7c8Zrt/HhXtgvbynfcRLzz49biuz4Klz5ZzX8vibYlTXOizfg+e71wtkRttzHHaQu+77daOdq6VSAYNDrczCGdpeWkK+hY7ywh9sIwDTA0vmHU67MQTaO1Ii1gU/bZO9R+8DeCpWsIW61foxEtKz8/n1mzZtXZtnz58vjyEO2BNM2JTkMZmg8WFfDif77GdT2+P3IAZ52wP14nHrprWQZR148NWGjhJUmSjShFr9xNdNMaACqXfEi3711O4IDjidpS2+goNm7cyKxZszjllFPi24YMGcKQIUMSWKq6JIhEp6C1YktZLVNnLItve/3DNQzsm8FB+2V2yglCtWnwv6Wbee+z9fTMTObi7w8h2dQtdo+OsqvjIbRd2aev0SPvSKIEd/Ms0Z7cf//9zJkzh+LiYi6++GIuvfRSTjzxRObNm8drr73G3XffDcCYMWM45phjWLRoEYcffjiffPIJ06dPZ926dfWWjGgNEkSiUzBNzYIVW+pt/3TJJg4a0C0BJWpdphmr/f39u+Bdk1/G4tXFPHzdiS12jIZuJlZ635bQEG3ruuuu4/jjj68TOrtz5ZVXcsMNN/CDH/yASCTCt99+2+CSETk5OS1eTgki0Sm4rs+Q/eoHzvD9s1ANjJzr6KKez3vz19fZVlljs6m4itxuSS3SROeZSYT6D6P22x21zIwTzidCEtQb9yg6ur59+2IYRvz/xcXF8SUjgPiSERJEQuyG63r075XKyUf15f3PN+D7cMSgHhw7PAfb7nwd7IZSZKYG2VBY996XtHCgxZaHqHICZI37DfbG5dRu+obwkOPwkroR6YTNnJ1ZKBSiuroa4LvZPRp3B/TOS0akpKTw0ksvkZ2d3SpllCASnYbvuFx02iAuOHUQPmAo8J3Eh5BlxZYicF2vxfqqNHDJuGHc8OjHRL4bjHHs8F6khCz8PUzu2RS+71MetcgeOhI393CqHRevCbOhi/Zh2LBh+L7PRRddRF5eHn/84x8b9bydl4ywbZv+/aBOp4wAACAASURBVPu32vIQMrNCAnWVmRW66jnGliQwWPB1EUvXbGXkwTnk5abXu8G1ubShcNGsLSijW3qIzHAQvMYtZdEUXflv2Jz9iKaTGpEQrcTXmr/+a3F8WfHZCzYw4ZQD+f6x/XFbIIy872YQGNg7Fc+jxWpCQrQ1ueNPiFbi+sRDaLvX56xhD+uzNe84ri/LhosOTYJIiFbSUJewVgq/E47iE2JfSBCJTsm0NGiFaSbuvhet4PhDetfZdt7JAzEbu/CREF2E9BEJIHaDpNYK2275zu49USo2qszz/JYbUWaZfPDlRuYt28yB/TL54agBKNdr+0Eursel44ZxwqG5LFu7jWOH9aRXt+QW6R8SojORGlEXt31iS6PgS9zF75DilxE02+ZCqQxNle3z7vwNLPu2FGUajb7HoSGmCWmBKEbVFo7ZP8SAHiFe+2A1f3rmM7wE1UJ8x2Vw33TOOzGPnMwkfFmSQIh6pEbUxYWNKMWv3ENk02oASue8SM8L/oCZmdeq87OZpsE3myv449Nz4zWwwf0yuf7HR0IzagymqQnVbGbTi7fj1VSCYXLmyVfg+b15Z14Bjucn7M0eex0lgETbe+SRR3jjjTfIzs4mNzeXW265hYyMDJYvX85HH33UanPHNZXUiLowpcCvKY2HUIxP6YcvECDSqse2PZ9pM5fXaQZcsb6Eiuoozam8BKmleMYjsRACcB1q3v8bPzy6F1qBsZdluJtqX2puQuxq5syZnHHGGRx11FGcccYZzJw5s8X2fcEFFzB9+nR69+7NnXfeCcRm324vIQQSRF2cwnfrzzzgOzbKb943eMPQZIQVhqEwDI1bW4Vh1L9o+0C0gRqX28yxzYYGuzi/7jGcKCYOPzwhr8Xe6EqBtgx8Q2MYGm0ZbC2rRbdw0ImuY+bMmdx5551s3rwZ3/fZvHkzd955Z4uGEcDEiRP5+OOPAZg3b158DjmAV199ld///vdcccUVjB07lmeeeQaAiy++mClTpnDxxRczduxY1qyJzcY+bdo0zj//fM4555z4PvPz87n44ot59NFHOeOMMygrK2t02SSIujDf9zFSsjAzetbZnnbs2UR1UpP3p7UirKoonP5Hwl45YSrZ9I8/EvYr6q3uGTAU55yYV2dbTlaYzNRgswZLOJ4maf9D62wzUjJITUvlh8cPaLG+GW2ZvPjeSm554hNcpXjk5UXc8fe5WEGrRfYvup7HHnuM2tq6y63X1tby2GOPtehxunXrtsdw+OSTT7jvvvt4/vnnmT59enz71q1bmTZtGueccw6zZs1i1apV/POf/+T555/nr3/9K3fccUf8dxctWkTv3r156623SE9Pb3TZpI+oi6vyQvS66A4qv5yFvW0jKYeeChl9iNhNv3D7PqBNUJpNz90ESmOEM1BmAH+XOcoc2+XQA7pz+xUjeG/+evr2TOHUo/qhfY/mDJWo9Sy6jf0FJf95iupvviTYoz9ZZ1xNjUqCluzrcl3OHTOQL1YWccn/vUcoYHDvNaOwo4mf0050TIWFhU3a3lwlJSVkZGTs9t9PO+000tLSALBtO759/PjxAGRlZbFx40ZWrVpFaWkpP/vZzwDwPA/nuzkd8/LyOOecc5pcNgmiLs51PcrcAIFDzsDCJ+Ip3AYu3ForfKVwPZ+AqXEaWPXU931q/BDdv/9LCp6+DoBe591ItZ+E57l192FoHMelf3aYy8cNRQG27TYrhAA8z6eSEKmn/oIM5eL5imo/1OC57AvP87Esg6z0EIXbqkkOWaSFA80aYCEEQM+ePdm8eXOD21vSSy+9xOjRo3f778nJyY3aPnDgQAYOHMjUqVOJRqM89dRT8X9LSUlpVtmkaU4AELU9am2/wdU9DUMR8WDKG8u4/e/zmTlvPdqq/x1Ga0WSX0nhS3/Cysol0GM/Cv91L8leGelWLSm6mvX5W7jruc/592cb0JYZm5HadrFbYDlvz/Opdkwq7CBVTqDFVirdmbZM/vGfr1lbUM4NPz6SgKW54+/zpGlONNtVV11FKBSqsy0UCnHVVVe1yP6nT5/OxIkTKSws5Oabb97n/Q0cOJDRo0dz4YUXcv7555OUlIRp7ludRmbfbmNKKbSOdcq39qzG2zvQG/t6KRVrXtNaodROAwdMg+semkNJRYSkoEnEdjnzhP05e9QAnO+a8GKDyBSpVpSyD18gY/REfBRlH75A+tFnsPmfd+JWlpB06PfYkDOGO15YxviTDuDMkQNw9lKbMAyN53lN7jtSCrTe/dLZ2we+ad34/RuGwvYVVbUOWSkBah2PmqhLatDA6yD3CO3tddmVzL7dtP00x8yZM3nssccoLCykZ8+eXHXVVYwdO3afy9NRJLRp7tprr2XUqFHNalPsaJSCsGlD1VbcyjICvQa02mzJhqEIGxHsLd+ig8notB5UOnteMC1suVimioWWXY1hhfAsRaVtUVodpaQiQveMEDf/9BgKt1aBXUNqwKNCmwS8CEFLUx5RVNgBUk/8MRW2gWUq0o89EyMphfCQ47CLNpA9ajzJ5RVkZyQxe0E+Y0fst9tqedD0CBIhunktVmYvvFAqVXbjah7K0FRHXfILSxnQOx3TULDThVcbmhTLwa8qwS4tJNhrfyKEqLX3sFNi4WxqyEgyiUYdTK3o2zOVbVsrG1WuRNvb6yISY+zYsV0qeHaVsCB65513eP/99xk1alSiitCmwqZNyduPULtuMQAqkETuJfegdXqL1vCUgjBVbHr6Brya2De8YM4BZI2/gYpowxfxJMvHXjOP4k9fJ2fiHyhf9D5Vyz8h58JbSdEOdijWRnzbZSN4YPpCzhrVnyOTC9n41N10v/BO7HULKf7fK+Re/iCl1VAZ0YCPgYfSBvlTfkPWKT8lPOgY8p+6lh7jJ3PCYb1ZvHprgxODQuyGV6PsWzZOvx28WGCnHnE6ycecS7Wz57etMjSzF+bz3MwV8dfktxcewUH7ZeI4HqalcSI1bP34JWqX/Df2JG3Sa+KtBDL2Ixrd8xeE2N/Ljz9u6XuUWosyNP9dmM/zu7wuw/fLbPG+NCGaIiF9REVFRTz99NNccMEFiTh8m1NKQWVxPIQA/GgN22a/QFC37GiroAnlc1+LhxBAZNNqnKJv6w2hjv+7q0k64AiUabHhiV9R9ulrZIw4k/KF71H+2dskWfD94/bj9TlrOG/MQJ6buZLylP3Q4QwKp1zNtn//jfSR5xGJ1J2nzvYNfCdKykEnUvTWY2x64TaCvfIwMnrxyeJN/PzsgzANHbsnx6xbtiA1bPv3U/EQAqhY8C4me6myAB6Kf/zn6/jPvg9TXl/C9oGAruORFnB3hBCA57DtP3/D8mr2uv+OygNebOB1kUVXRaIlpEZ06623ctNNN/Hpp582+blZWc0blZFoVavK621zK7aRFNSkZLbcqo5upIbK8q31tnuVW+l2QHj3z6tVhPoNw966EWWFCPUZTNn8twl070tKkslFpw+hsiaKaWhcz2d5fiXDBxyGXbgWtEF44BGYaemEd5lxwK3pTsqw4yn/7G3wPZKHHEuta3DnlcezYXMFf3pmDo7rMf6kgZxydL/YCDTAqSzBrSytV07lRsnO7rHH16BwWxXOLjfGVlRFMU1Nt/TYaxDZUlLveU5lCQFLk9yMv0dHWJmzcOvuXheDbt12/96AjnF++6ornGN71eZB9PLLL5OXl8eRRx7ZrCDqqIMV0rL3QwVC+NEdN66lHn4aFVEDu6rlOoJNU5N6xOnUrFm4Y6NhEux/8G47Y5MsH3fNp1R88R4ZI8dTtWIum1++h5yJfyBaupXSCgfX9QgnB/j9k59y2lG5HJlWxLYPXiXluHOJfrOQgmdujDfNba8Vaa1ID9hsmn4HoQEHY2XlsvXdv5FzUT8qQ7nc+tSOv//Ut5bRt0cKeTmpuK5HyDJIOfgkyufP2HFu6dl4ZtJeO5W1ocnrk86a/B037x13cG8816OoqALT0lhmMkZqFm7FjtBOOXgMta5FTRM7rTtKZ/5uXxfH3WP5O8r57YtED1bo6tp81NzPf/5zysvLMU2TjRs3EggEmDx5MieffHKjnt9Rg8gyIOSUUvrhC7iVJaQc9j1SBh3Ftlbo4w5bDm7Bcsrnz0CHUsgcPZFIMIuo23BfhtaKFKMWZ8s6rO598aPV2NsKMDN74Ya6xftklKEp2FpNz27JZFoRajesQPcZTgCHyMYV6JyhVDt11//plqKoWvkZwQGH4vkKe90XhPY/jFc+2Vyn+Qxg9GG5XDZuWPzm0LSgQ/WS2VSt+JRAdj/SR02gyg/vdbSX1gpPa17+70q+Xl/KEYN68IORA/AdB9+P9Y2YQQurtpTKT/6JXZxPaNAIUg8eQ3mk6esXdZQL9d5el93pKOe3LySIEiuhw7cfeeQRcnNzmzRqrqMGEcQuBEHDRXkOtg6RkRFutQ+4ZRlYXi2+0kR9c69zuGmtsAwfx9MEDQdD+dS4gXpDq7WhUcRuXg1aiqgTe2yZEInWP0Z2dioVZZVEbB/fh1BA4XiK5RvKuOvZz+r87uVnDmf0ITl1BgsELIXpRfC0RcTRjV4SWylQhoHjegQMVW8mcaXAChhoz0Z7Dr6VRE1t80YxdqQL9d5el4Z0pPNrrs4aRI888gjJyclceumlLbbP/Px8brrpJqZNm9Zi+0zo8O1rrrkmkYdvc57nU+NpINDqQ2Zt28Vm+yi5vV+8Pc8n4gF4VLvbBw7UvzAbWuH6scWuXc9DKY3r+kSiu9937U4BFXvsc2DfDI4c0oPPl28BYktAHHdwTr0Ra1HbJ0rgu6Ls/jyUioWk44FlKBzbxXdcNOA00Bvv+xCNuMTG6wSglYbStze+zx5fF9H2bNtm0qRJANxzzz3ccMMNADzwwANYVte4UVqm+BFArAalFHtcoVWbmvcX5vOP91YStV1GDO/FL84ajmGops+a7bpcec7BOF6sphQwNMr1GhGZDZRre5PTB6tZub6Uo4f25JSj+u21yUmI9mDSpEksXBjr0/3+978fn+dt0qRJPPLIIy1+vDFjxvD+++8DO1qlcnNzmTZtGoZhsHbtWkaMGMFNN90Un42hqqqKcDjMAw88AMTC85ZbbuGrr76iT58+PPzww/tUJpnip4szDAWmwZzFm5g5fwM2CtXAMG+lFOXVUaa+vZxINBZWnyzZzH/nryXJavrV3o9VqTB9Hwsf33Wb3eTqKcWdU+fz1sdrWbm+hOffXcG0d5ejdOd4eysFwYBBMLBvK9iK9i0SiVBZWUkk0rprge3O3LlzueGGG/jXv/7FjBmxQUJ3330348eP58UXX2TcuHF8+eWXACxZsoTzzz+fV199ldWrV7Nly5Z9Onbn+KSKZnOVZtJDc3jqjaW88O4KrvrzbGpsr94FzzA0y9dtq/f8L78px27mGkItxXZ91mysO739BwvyE7Y8eEsyTUg1qonO/yeR/z1HildC0JSbTzuTe+65p14TnGVZ3Hvvva1+7JqaHffNHXfccfTu3ZtAIBCf+27lypUcfvjhAJx55pnxCQgGDRrE8OHDgdis3NHoHtrmG0GCqAszTYMvvt5CacWOb2C24/HaB6vr3WDquh6D+nWrt4+D90vF1IkNItPQ9RamSw3veUqjjiKsain423WUz3+Lii/eo+Dp6wjYZbIQXydyww031Fl2AWJNX9dff32rHM+yLLZt24Zt28yZMye+vaHZtwcOHBivBT377LM89NBDAITDe77vrKmkj6gLU4p6NzgCDY6k8n2fjNQAF552IC+9vxrb8ThqcDanHjuAWkcRu2+/bShD4/rgej6WqSkpr+Xs0Xm8Mju25LlScMVZB2GqhoZbdByWZVD19Tz86E6zPXgu5fNmEDrhJ3scICI6nmAwiGVZ9UJpXz3zzDO8+eabAKSlpXHBBRcwefJkcnNzGThw4B6fe8MNN/C73/2OF154gaSkJO69914qK1v+nhOZfTuB2sOwWN8w+NX9s6mqjd27o7XiL9eOJi1oNPg6m1YsBHzfx9I+vq/2OPqqpc9RmQbPzVzO7AWxZcEH9cvkkh8O45v8Mvr2SqWkvJYD+2USMFSLrcq6N631d7QsA9Z8xLZ3p9TZnnr46QSPm0gk2rHPrz1J5PBtGTUnQZRQ7eEDvn1Zg3c+XUd1jc0Zx+9POKjxm9nvYxgKpXbcn9KS56i1In9rNbc8WXdGjh+dfCAbtlSwZHUxPxy1P6cf06/BhftaS2v+HdMDETZNvR63KtYHpqwguZfdT7mX0mYjAtvD+7S1ddb7iDoKaZrrBAxjx9oyOz9uDNf1MZTP2aMGoFA4jouHwv+u38XQCsd1MZTCMDVBpwrcKMqwqPUC8dkalFJgaNZurqC4rIZDBmZj7dKNkWR5WNj4notvWFSTRG3EwTI1BuC5HtrUGKaJ47r4no/2/fgXD8PQrM6vOyghIzVIMGAwbP8sPl2yifyijrEcQ2NorfAcm54/uomatYvxnSjJBxwJ2sLvyG2Oe2EYimQVAS/2Pot4ASK7mRVEdA4SRB1cSsDFcKuoMZMJaC/+OOo0/oPr+2B/dyOptkyefHURF54+hG3ltbz+4Rp++oOhRGyXHLOCLa/fjVNehAokkT3uGgI9BhN1NRiau5/7nK/XxyYTNQ3Nn68ZRdZ34xuSLYfI0v+y5aOXwXMI5ORhnfYbrv3rF/HlCA7MTUFVb6Nq2Uf44W7ovgejUzNRdux+IMfxOGxQNs+8HdvnhFMOZFheFotWFZGeEuCOnx9HWrLVYRao2xvLVFR8/DoVi2cT6jcUZViUzX2T9JHnEjho7F6Xq+iItFaE/XIKp/8fTmkhygqS9f1fEux9MBFXxlZ1VvKX7cCCAY2Tv5SNU36DWfotlfNfZ+PfJhEOqmbdb2JZmrlLNxEKmCz9ppigZbBqQyn3TvucbYXFVM96HKe8CIgtY1H0xl8IaRutFUWlNfEQAnBcj+dmfkVVjY1SYEQrKf1wOnixvqjopjV4i2ZwyuE5VNc6/Pn5BdiOR/HUSdTMe4Xa95/CnnEXblUp2ojN/+b7PmlJFr/60aGMPDiHXlnJ/OHJT3nl/dU8+vIi/vHv5aSGA3tsulWK3S6H0d74KFQwDJ5L7bol1KxZiO9E0cHkTnujbkhH2TrzSZzSQgB8O0LxjEcJ6pbtwBftS8f4RHZRpmngfdck1lCuRKIeVp9hJA06msJ/3EbF/Blkn3ktNRGvyUOXlQIMg7KqKP17pTF3yWaWfbOVs07Io6C4itzsZCKbvqnzHN+J4tuxod/VtfXXVaqqcXA9D6010eL8ev/ubl7NgB5BAGoiDrVVVeDvqM3Y2wqgdDPuTvMt+K7HkQd252fjhsVHyW23fF0JNZHdr++UbDqkONswNy4kTVcQMtt3jcK2XVKPOB0d3DGs1kjJIPnAo7HbsA+sLRl4RDbXfZ/hOXi1nafJVdQnTXPtkFKgTJM3/7eWz5cXMrBvBuefeiDGTv0l2/kojKS0+M86KQV7t+ue7uGYpsEjLy1iwqkHkhw06dEtmaSgyd3PfcbwvCzWbKpkaP/hdRb306Ewygrh2T79eqWSFg5QXrVjTPGZJ+xPWjhIUXWUcK8BEJsudcfz+x3CsvxqANLCAQLY7Doi2dQeWqs6y+E5jofSusFphVzPB6P++YdMl9ovZ1L2ySvxbd3PuhYr91Bsu31WL3wfqv1kel/2INVrFqAMi6QBh1DpBmnM/IEdkYNJUv/hVK+cH9+mrCA6KZV6bw7RaUiNqB1ShsHf31rGv95fxbpN5bw3fz23Pz2v3kwB25vmKhb+m+5n/obwsFEUvnhHM5vmFK7nccsTn3DPtM/p3T1MekqQMUf25cLvDeaAvN6ET7mCUN8hAJiZveg54ffUeLGF7Azf5/5fncD3ju3PEYN7cMvPjmbofpnfnY+m0g2Qccav0MlpoDTJQ0bCkJOZs2gzvbuHue3yY0nWda80Rmo3wjkD4v1XEOtD0FoRMBTjxxxQ5/f790olJanh4a4BZVP26Wt1tpW893dC1Db4++2F4/qU2UHIG4XX/xjKooGmz+vXgdS6JpmnXkqof+yufTM9m54TbqHG7RrDmLsqGb6dQLsdMmoaXPanWfXO88kbT8ba5ZtwasCBqm3YSd2xtAfVJdihLGqdpn3H0FoRTApw4R9m4vlwzY8O4dhhOdiuh+t6BA2FpxQBtwZTeXi+osYP1Rmhp1RsYlTPi1VKHMcjOzuVL7/ewu+nfMrIg3py9rE9SUm2yMxIo8YzYzUYH0wVCwujuoiKhe9ipPUg9dBTqPJCOI6HYWg8pdhYXIllGPTITEIBG4oq+e9nGxjQO40TDstFuV6D7480o4qNj1+1y0kb5P7yccrtQJNeq1119uHNbX1+WitC2sZULp4PtYRafaZwGb6dWNI01w75vk9GSpBt5Tu+rRtaYRq63nIFFVETKzkH23apRWMl9Wpe/4GhufOZ+SSFLHplJfO3N5ZxQJ9M0kMGpoKoq4g6Dn4wich34WTssoac74Nrx4Jpe09NeVWU6e/FFsD735JC/rck1gl915UjycnQqO9CwwVqMNChHEKjLwE0NT5sn7HBVYobHv2YotLYLAP75aRx62XH0K97mMvOGAr4RKPubhusPG0R6LU/0Z36H1KGjcKWj0C743k+1Z7JjstT5/jiKXZPmubaIUvBL845iJ2nEzv/tEHo3Xwgdw6eXUNI69hs2r6hUQ3MybZdkuHSr2cq9151PHddfiQnHdEHQ8cGShRX2kx6eA5PvraE0sooUQ/MgEHUA23tfUXTcJJFcJff21093PN8Ig5sKatlxifrWPZtKdoymb0gPx5CAOs2lbN0zVaUgmjU2etQ5mo3SI9zbyT1qB8Q7D2QjNEXkH7iRU2uOQohWp58HWyHHMdjYO80nrzxFNZtKic3O0xSwGjylDVaKxwUT762hKVrtnJg3wyuPPcQQrvc9JoacKj6/G0uPWUsvvao/OxNLj1lLNW+SdT1uee5z6iJOPzmgsO55r7ZHHZgNj88IY9bnviEi04fzAmH9I4v773zsU0Dkr1Krh2TRvXJPfmqIMIjb6yie3oSOVnJeE798DBNg8Vrt3HfCwvi2w45oDvnnlx/TqzCbdXoA7Ia9Vp4nk+5HSB49HkkeVFcHaQ80nbftLWO9ds15WZjIboKCaJ2yvd8DHwOzE3F8/xmzZvmobjvHwtYsS52f8+i1cXc8fd53H75sSilCBoeBi4al8qlH1G98jPM9B7UfruU5EEj8JOC+L5iS0msJvL3N5dyzY8O5a5nP+PDLzZy6MBsRh7cG8feEUJaK3ytKSytYb9wDcUfPE90yzqcsiIGHzSGB688m3BaBtr3GpyQNOr5PP/u8jrbFq0u5oqzD4rNNPBdU55WcNzBvZvUDOn7ELEhtiJr24SQUpBi2ngVW3ArSwnnHECNH8Te/ShzIbocCaJ2bl9GSHkQD6Ht8rfE7sdINWoo++hFolu+JfWI0+l98e1seOxK7OJ8ss+ahBPuiRP10YaiX69U1m+uoLwqSlLQRKvYvtPCAcCv08zmG5pbp8zl6vHD2FgOi9O/z6BhKXS3N1M98yFyR5xFuePucVZsZzehe9NPjuRf/12NZWouOn0wSZZuckArpUg2o5i+DUpj+wbVTuuNyAqbNtveeojab5fGjm8FyfnJ3bhmt04z6EaIfSVB1IkpBd3SQnUGPSSHTFKNCIUv3IZTshllWFipmWz973Mow0JZQUr/9zI9JwwmqoMo4KYfH8WDLy6MN80dMjCb04/dj3umfc6g/pnxpjnT1Cxes41B/TNZvr6MqW/tqNmMG9GHM0ach1NVik5N3+1FOGAozjlxIFNeXxLftn9uOkkBg8F9Mrj+osNRSmFAs5q50gI2xTMepnZdbP/hoceTPuanVESb91EwTY1nR7AsjW3XLY9SCqq2xkMIYjMFlHzwPKmnXYnWHoYXwbejEEqh2gtJ053okiSIOhnLMrA9H0PFgmjSBYdxx9/nE7FdTEPz6wmHoexanJLNAOjkVIyUTOwt68m56I/ocCaFL96BW1WKCueA55Nsae74ycH4dgV3XHEM3VKDaOD+X48iPRyMN80ppdhaXsOow3K565nP6pTr7Xkb+eE1x2CmJ+NFd18TcGyXEcN60bt7mNkLNrB/bnp8WLZte9/dqus3a50hy9JUr5wbDyGAqq8+JnnYCZjZQ3Aa6LPak9SAQ+SbhWxZs4DQfgeTduAxVETNeA1RKXCr6w8J9qrLCGiXkvefoeqrTwAw03vQ66LbKfdCnXb6HiF2R4KoE1GmwaJvtvHu3HVkZyRx/qmD6N8jhSduGIPj+QQtA9dxQVWzfZYDt2IbW958mF4T/4CHSSUhMibeycOvLWPp2lVcfd4hDO8TourTl6lY+G9C/YZSWpRPj/NuJDujH5GIE79w2rbLscNz2FpeS3SXvhvP89HhDGoa8YXfd10G9Ewhb9xQ8GP7bYlrc8BUVGxYXm97zYYVJOcOb1IQJVke5XNeoHLxbACqv55H8rolpJ58GdVO7GPleT6BHv3RwWS8SHX8ualHn4lbXhwPIQCnbAtln75GaMQF1Mq0aqKLkbGrnYRpab5cWcR789dz2tH9OXZ4Dm/MWYPtQ63tsnzdVraV12KZoE2T3CsepM8vHqHnxFtRyqC6OkJEJ/H3t5ZxzUOfsn/fLK7+0SH4XmzphqT+w0gedAy167/Cqyln23/+FlvSwTDwtcYMGIQDPklBg5xuyfzfpUcQDBiEkyzOHTOQP/3yOJQ2sCxNqhUlbEQJBk1UAxOQGobi/9u778CqyruB49/njDuzySCMALKniMhUUBGrqDiqVm3VVpzvq1aLry9t1TqwUzvE2tZdR+vE9bqKgIiAKMjee4SQPe8843n/uHBJDAiBYEJ4Pn/dnNx7c57c5PzOs34/KQRW3MF1XTTj4EvED4UjNTw91NiIlwAAIABJREFURzb+3XUbkhwSMwyNoB4n1YjhMxPhz2tCihEjxYhjmonzNbGoWzGnwfuE1y3EoOEqhJDjJf/HvyPYdxTeTr3JvuB2PAUDiFcUNToPq2wHQh7dVQymqe1pSwyvmehBpxiJ9nq/ZapM0wQBwybViOE3bFWqXGlWqkfURliOpCYcZ9zQzrwyYx3hmM34YQXELZd5SwvJbRekpqKCjh6T6mWfULdiDnpKJlln/Iici3/GihJBDnECHpMp157CK/9ZR7ZfMsDYStGL0wHIGHY+/s59Kf/kebROA1i/O8o/3lpJVV2Ms4cVcP6QTEyvl1gkTvvC2Tz1s3OoskzenL2Rh5//ik65Kdx6cV/M+c/gVu0mc/x1FNvZ5GWnJxcd6LogYksWrdnF2JM6EoraLFqzi1MHddjvcu+miEYtUjr3JTD8EiJff4DQdXwjLsPMaE8s7uAxJJ5QIeUfPYldU0qw36lkjP4+dSs/o/LL9xCmn6wzr0bP6w2A0A2kXS8tkabxzey0tiOp09IInHE9mnSICy+1UZe0zn1AaA2SvAYHjMUWHo5W2XWfbkPROkpnv4i0orQ75yYM00vZjGdxwjWkDj6L1CET9jtfliJCVHz4JNFd6/F17kPW2TdSh18tuFCahX7//fff39In0RSRSLzNjKEHg17C4ebJ5KjrGikBLw8++wW1YYto3GH1lgq6d8pgcK8c/vn+ai480Y+16SuqF7yNtOO44WpCaxaQOvA0hGawtjDMKf3zeOLNZVRUx7j8JC+h9/+IjIWRsTCRzUtJG/I9Yru3Ypx+I5MfX0BVXYyY5bB6awWZ6T46lC0ktvB14oVr8Z54Li/N2MhnSwqxbJfy6ijzVhRz7nmnEf3yTUKr5pIz7Bx0XzBZQ0hoGhsLq5n2+jKq6uK8+NFaSisjnH5y5+RzNE0k/wbqPz4UNjreTn0w+p2B3v8sPB164WAgXUlQjyeqodaWI+048aKNCKHh1JQT3bEGN1pHaM08MgaPw9IDmB6T6PZVyfdOO+V8RId+2G7DXp6UYLsCS9Yrv64bpPYcjFW8BTSd9BEX4u9zKhHr6PQ0hAC/U0Pxy/clMlm7Luknn0PRy/fjhquRVozYjjWY6Tnoud0aBBgvUYpfnUqscB04FnZFEfHCtaT2HYnlNk9vtaU11/9iMOhthrM5/qgeURth6oL12ysaXZTnLi0kK81H/67pmPFqquplNQbAtbFKt5ParhvD+3UgYjls2lnNGSd3QmxuWJIbILx5CenjJ7FsVziRJ66ez1dVMHxYOnbJVjKueZTCKpsvV+1u8JyaUJwI3mRvwKzciu3P2Hc6jkv/bll8/4wevDFrI36vwQM3jiQeTVwkdEPgCh1NkwgkDgJN45B7S64jiTvgCaTj2ZOVQcpEhm+7sqhhDwcIr/+S9JEXU7tsZvJYZMsSRO9x+AaNp323E4ltW4Gncz+09PbUWYd2YY7ZGkZGd7Iu/SUCiSV81H7LIo4jZRg6kTVLkl+bWfnEijY16JFBYvFGRo8RWOwbp5N2DKt0e8Pz37URHRtQyUiVI6fmiNoIy3Lpkp/W6HjXDmn4fTrFVXFczcTM7tToOUZ6LrbwUhWK49EFaUEPpVURnKyujZ6r53Vn1g4/KYHGiUILcoPokQqE4SE8799kBg065qY0eI6mCfymSF4AZVoeEgiaFmmillRZideNsHxTORkpXqJxmw/mbwEtUZPJ4/Vw6yOzeW/eFqrCNrc+MpslG0oxPU27M4/H7QYLLVxXYqQ2ztJgtuuIU1PW4JgnpwDXdQlZBpFARzJPvZRoSgF1VtMuyrbtELI91NleYke5FIXrunhyC5JfO6EqzMz2jZ5n5hTgag3bITQTzRdscEwPZiDV5UNpJuovqY1wXUmHdkFGDcpPHuuUm8IFo7uRkeJD0wR1vnwyRl6EXu+Cmzp4HGg6q3aGWbetEgncccVJrN9eSSxvAJ4OvZLP9XbqTXV6b579vzXELIfxw/Zd2HIz/VwxpiP+fqcT/P59uBU7SfU43HbZYIJ7SjNoAn5yTnfstYlJ/sDAM9heYxDU41R//A8K/3Ebu566k7JX7mfKpT15/K7T+dlVQ1i4ajeariFlYp7n9ssH8+bsjfz0j5/Ss3MGJ/XKxW6GQnG27idt+IXJr/WUDLLGXUtk+76VdoFep6BndU5uNN47hNXa50ocR6K3K8Dfc2ji61A1rhUjZdDpyecYGXmkj/o+36wtqPlTyD7vVtATAyjC8JB9/q1EUcNQSvNQZSBa0FFJr69r2I7Eclz8Hh1t78era9iuJNWwMKWFGwsjDC9CN4i5Brbuw7YdpOMmkqQKQThqkRtw0axEih/X9FMZN3GlxNA1dF3gOJJY3CHoM8gICGoiEild0gM65SGXaMwh6DepCcUJ+AwCpsQTrUQYHmzNg2ME0IvXUvzKgw2akT7q+5hDLsRywPAYWFELKSW6IaiJOPz0T3NwXcn5o7tx6Zk9cJupYqnfsBOrAeNRhDdIBF+iZpEVQWg6juYl7JgNhkCPlTIQQkDAsNCdGNJ1wPTjoqG7caQdA09wv5tqc3JSqamsxiss3Ggduj+FiGMSd9rOfawqA9Gy1BxRW+O4GIChC3DcfeuvXAcNCDk6oIPwJWov7L1+2/s2r+xdwRYwNOriGrDnnytOoh6SAFwXXNCBgCGQtkNlzb7TqIlI3p+3hf/7fAu3XDKIN2ZtwOvRefjmUdSKjOTPNnFwynY0aoZVshWPa+M6GvFIYt5m79DclEc/YVD3bE49sQNPvLmM7p3SGdo7p0EBvcMVsQ0iGKD5SZSFdbHwAJ7EYrZjOPGBlBCyTJLzOsmP3AARSLZ3f2K2Rgwv6F5VKVVpdioQHaOEEOgeA9dxEVKimwa27RzxEue9NC1RCA8hkFJi7il0d6gcy+Hisd3ZvruWx15bSmaql4dvGU38G7s1bdsh5YSTqOR56tedCQ4Yi40J9XIo7B2au+cnw8hvFwTp8vAto8lvF2yQeFVRlGNL2+lbH2cMr8GTb6+gNmKxozzM8o1lhGI2RhMn7fdnb/mIR/71NddNncEDzyykMmyj72fz6QHPz9CIWS47ihPDHbVhK/FYb7y02dKD5F42BbNdR/TULDLPvBqjY7/9ZjqQjkundgGkbePa+x4fWwPMiqLUp+aIWtCRjEsLXcNyJQ88vZDC0kRG7XbpPv5w22lwpL0iQ+ORl79m9ZaK5KHMVC+P/nTMIb+37jF4c/ZGvl5Xwn2TRvDP91ezq6yOqTePIraf/RqGoeElggDiwkf8KK8ia07HyhzR4Wrr7QM1R9TS1NDcMcrQBIvXlyaDEEB5dZQZX27nvBEFB61Y+u1EgyAEUFkbI245+HRxSDcCluVwSt88Tj+5Mw8+8wU/Ob8/mWk+CkvqyE3zNnoP23axk6uwjp0gpCjKkVOBqIXpho4rEzsymlICwPAaFJWFGh0vqQwf8WVcSknnvNTksBqA32sQidkYAQ+GdvDlyh5DsHZrJe/N20xNKM5v/vkVWWlefvvfpzbbPJaiKG2DmiNqIZqusaO4lqfeW8W0N5azvSy03wSgBxKLWpw+pBPfzD15zoiu39ws32QeXXDnlSeRkZLoofi9BrddPhhXSv74yteJRQwHYVsu44cXcO7IruRm+unTJZNf/mQY+jEyElx/Pqwpc2OKojSd6hG1EEvCnX+aQ2zP/pev15Xwm1tG0yHLf0g9I9d2SQ16uP+GkUz/dCO243LeqG58vbaE8cMLDvr6b+M4Lh5D495Jw/F5dAxD48uVuwn4DNZtTWx6PZSMaK5l84PxvRg/rABNcNjF7OoTukCiEY3b+LwGmnRxm7nsd8B0MIkSFV504SYfx2yVcVpRjgZ1q9cCTFNnydqSZBDa6525m5FCIITAawp8pkTX9138NFNH9xh4/Sa610AXgg8WbGHi6K5cMvYEZny5nX/PWEdd2EI3dQxDR9PEQe/ovV49Wd7A69XRNUGqV6dduo97/j6fZ99dRW5WgN/88yvapfsSS8cNHcPUv5lsunFbDR3NdcFxjzgI6brGlt113PKHWfzXH2bz33+YTVFltFl7LB6PjqjYzs6/3YpesZn4mjns/Nut+A2nwWehNA/D0PCZEq+pfrfHMxWIWoDrSlJTGudqy0j1YOqSVFFLdN6LhGc+iS+8C5/hoJk6b8zaSHlNlLnLdjHttWVs2l7Kz87Jo/OGV+m84XVuPTuXs05uj2lqTHtjOXOW7wJDpy5moxv7/0dP8TgYZesJuLWk+fY9NnVYvLaYa8/rx5J1Jfzmn1+hCcHkq06mrDLCE2+tYPpnm3E1/TsburKBP/7ra2J7FmJEYjaPvLyY5txBFI87aO0KSBk4luJXHqJy1gu0O+dGYrZIpvVRmkfQtDGKVxL6z1+JL36LdDOmhkGPU2porgU4jkufgkw65aawsySx6i3oM7jk9B743DCFz96FjEcBCK1dQPtrfo2RVsCE0d14dcY65iwpJC3ooWB8LkXPTQF3T89qzXyun/RHXpq3hUVrilm0ppiVm8oZOTCfU/rm4Xwjs7Rp6ohIGUX/nkra0HOR0qH26xl0vO53BDIzeP2TDfTtlsVDN49KLk7weHTu+8d8asOJjalzlxbyyG2nfWt7hQA0jb3XcU2AcN0m7/1xHEldpOGG2PLqKFIe2lDhoXJlIhHsXkZ6No66Z2tWpqkR3/glFR8/mTiwYRHhtQvI/dFD1DqNb9KUtk0FohYiXJdf/9doNu6oIhyx6HdCO7w6RDYuSwahvWoWvkvK2TdjGhpzl+0CYEjvXNzVM/cFIQDXJrR8NhU1+xKVfrl6NzdcNBAr1rj+tGU5GP52ZJ//X5T9318ByD7vv4hrAcpqLLp1Smf24p3MXrwz+ZpHfzqGSL2smOXVUYorw7RP9x14JZ2h89TbK5m/IlGVdMSA9tx08UBoYn44XRd0yA6yq95qwZ6dMxot2DgSHo8O5Vuo+uzfZJ19PfHirRS/+ms63/p3bGmqXlEz8bgRyr96r8Exu6oYGapCeHLVBuXjjLrNayGuK8lM9dG9fSqDTsgC28FxJMLrb/RczRvAwqAuYmEaiY8sbjm4nmCj5zqmPzl0BaBrGlJKxAE+aVNziRdvTX5tle1Ax2bj1lJuvHAAacF9d6eXjevF9t012N+4GHsMnW/bF71mS0UyCAF8sXI3KzeVYxhN+/MzgPsmDadv1yx0TTCoRzZ3Xz0UvRn3He0dmsu/5mGMHiNJO+1K8n/0gBqaa25CIDy+xod1UwWh45DqEbWw+hP4tu0S6NQHIyMPu6oYAGH6SB91MWFXYhoal4/ryYsfrmXx2hKuO2ss2rL/4EYS+330YDrBfqey7P2FyfeceNoJfLGyiDNP7rzfoTkZKqNm8UfkTLwNKTTK3nuclAFjGDkwn5gl+POdY6kJxQn6TQxNUFwZSeSh29P76dMlk8xUL/Jb9gat3Fze6NiKTWUM6ZndtPx1jovfEPzPVUMS43tSoknZ7AGiNq5jphZg7emx1X+sNI8YPjLPuIbiVx5K1qbydR2I9KbUS8aqHC9Uip8WtL+0IrouCOpxYrvWIdPy8aekEHa8SN0AKXEklFRFWLu1giG9c+gQdIhsWQZC4O86iBB+SqtjrNpcTr9uWbRL9yOlRHPd/f7efIaL33SJx23mrirnjBNzsW2HmJ6CHU8MwWmmwaxF25mzpJCzh3fh5L55LF1fQu+CTNKCHgQHXpqdk5PKknUl3Pdkw2qv918/gm55KUe8kq41aOspcI5W+7yGg9cJE970NWa7jhg5XaizWqZHpFL8tCwViFrQt/3x6x6DD+Zv5dyRXQH4cEHisbRtTDOxLDsedxKVRfcMce3tXei6QNf1RH0hKRHi29PymF6T2miceNwl6DewHJegaeDYDrqh8978rbwxa0Py+QXtU3nwxpG8OmMd81cU0SE7hVu+P4h0n96od5KTk0pZRZhPFu3gzdmJ97h4bHfOHt7lW3tRxxIViA6fEIky5q4rW/SmRAWilqWG5lohXdeIWQ4fzN/Csg2l+L0Ga7dVctrgjqT5dOJxB13XkkNk3xzechyJ4+xbUHCgew1d1/B6DVZtreTh5xYy+aqTWbe9gg/mb+W5e89Gui6WK5m1qGG9oJN65fLv/6zj4y+2AVBdV8EvnpjHY5NPp37ZhuTPdxzOPqUTZw8vwHZcvIZG/JtlQJXjkpSoYU9FLVZojRzHxWcIHrxxFGu3VbJ6awUP3DCCNL+BlJJ0n4NZvBxt20LSzRjGQW4nDEPH4zEQe3afappAGDoR2+XjL7cjpeTcUd34w8uLeXfuFqZccwqOlehtCRJZvevr1y2LBfUWHwDURSxqQvuvmKZpAgfBa59s4HcvLuajhdvRTHUPpChKggpErZSLxr8+XkOq3+Q31w0i3xdB0zVSzTiyroLarz6g/P2/UvjUHQRkaL8ZDjRNIEydxRtKefvzLdTFHYSmITWNjxdu46MvtvHPD9YQjtnE692Vuq5MrkMzNbjp4oF46q1w85g6+dkNV+wJASl+c/9tEYIHn1nI+/O3sH57JS99tJaXP16LdoBVc0IkyoNrmmjwWFGUtkkFolZI1zXitsPW3bX89WejaVf0BVX/+iWe2kLKP3qS3a//ltyL7wShIeMRar54B89+MidITeOBpxfyl1eX8sasDdz+x0/ZVlpHSWWEbh3S+XTxTsYM7oiha8xctIPbLh/MxWO78/uXFmHsmYeybZfsVC9/+99x/GrScKbddTondEjlv79/IsE9gUcIuPLs3hwoA47lSLYW1TQ4NnvxDtwDbEMVhs70TzfiahrCMJj+6UakpqlgpChtlBofaYWcPfMoj08+g1g0Tsrg8US2LKPoubsRukne5VMo++DvyWWvbqQO8Y29NEIkagjVDwBSwssfreWWSwYRilqkp3j4bMlOBvfK4Q+3ncbMr7Zz2biejB9ekByaAxLlyIFueSlIKXHiDml+nWmTT6eqLkZqwINOonrq/hi6QBOJjAV7pQW97G95lKYJbFfy2dJdfL2+lIwULxt2VDHulALSfAaqVpGitD2qR9RKObZLqC6KbbtIQPPs2eiqaQjDgxuLJJ+bOvwCLPebvQWBs5+Vco4ryUo1mbd0F1d9rw9CCB57dQlPvr0isRHWlaR4dNz9BBXXlcnY4ToSbIcMn4HuuuAeeMWTBlw0tse+MxOJ4b79pb9zXYlHCB6+eRTbd9eyfGMZ//Ojk8kImm1iqbeiKI2pHlErF/BAaOkMojtWk3fFvVTPn07J23+m06Q/UPrh30kbdiFOMBfHbhh0pJRkp/vIzw42KKB32akd0TbM4a7LRrFgXTWP/nQMO4pr6ZyXQlrAg3TcZk0iCome0vmjuzJ2SEd2FNfRs3MGHl0ccDOrK+CZ91biNXVMQ+OFD9bwq0nDG2ykhURA07Sjk/FA00Si7pIQSFdiiCMvYaEoyv6pQHQEhBDJpdH1H9f/vq5rOI7b6Hv15zs0TWAYWnIpdv0LbswRBAePJ9BnJDFPJu0uvBNidVhSJ3X8fyENA1yJuedC6fHoCCGIRCwMIXnkttOYv3wHhaURRvRIobOvDntnLUa8hlP7ZeFKSU5aNrqhYbsS1+KAAULXNYQ48PfrM+qlIpKawBSQ5tUZ2DUz8fs4QPDYOzQnJfz5Z2PRtcRCh7qI1WBoLtUrIVaLXVaEJ7crMXxEraYHJMNIpECqH8x0XSPqSP78ytes2VpBr4JM7rziJAKm1igY7c0WrWkCTdNwHEelqFGUJvrON7TW1dVx1113EY/Hqa6uZurUqfTt2/eQX99aNrTqukhMpiMQrourCQQC19rTn9A1asIWa7ZW0LdrFmkBE/ZcxHyGi98jkK6NREPXBK4dR9oWwvQSwo+UiZ6Eq+mYGrDnzj+oxXHKduBplw9CEC3ajK99NxCCEH5MO0TUBt3rwy+jRLcsR/On4MnvQayyGKcosak0OOhMIusWJC7rXYYyb00VnfNSCfoNAj4TU8hkwTlNE6QYceLFm3HDNfi7DiQsfVj76TppmoYNLN1QSrt0PxkpXl7+aA39TmjHmSd3wj3InhEhBKlmHLtsO3ZNGf6ug3A8KURick/BPklARAlv+ArNG0RPyaDsg3+QddFkrNSOuLZzSH8fHt3FR5To1uUY6bno2Z2pszxIKZG6xkPPftlgfq1DdpCHbhqJcPZuGtYI6lHiuzaAHcPXqQ/R4i14sguI6wGitn7QczhWtPUNu6A2tLa077xH9M477zBx4kQmTJjArFmzmDZtGk888cR3fRpHzOPzMOWvn1OQl8qkiQP4xRPzGDGwPReddgJSSmYu3smLH65NPv+aCX05c0hHdCEwo+Vs/8f/knvhT5G2Ren7T9Dxx78lvHkpRlo77MzuvP1lKReM6cEvHp/LH+8Yy+2PfsrFp3fnnD4mmmFQ8u5jICU5593C7td+g9muI1ln/Ziil+/F12c0vpPOpvDpnyL35Jfz5HYh+7Jf4OxcQ8WnLxPe9DXRrStIH/cTFiwt5B/vbwJg7Ekd6VWQSb9uWWQFPTiOS4oRp+TVh7BKtwMgTC/5P/k9jpbR4KKv64LKsMX/TJuLtafX1LNzBleM781Dzy6kuCLMlWf1xP2WHlWKEads+h+I7Vq/500N8q/5Nfjao2kCb6ycnc9PQTqJhGSe/O5kn3M9lTOfZVu/n9CrZ8eGGcn3Q9c1POHdFL54D7iJaOrt3JesiT+jzjJxJY1W+e0qC+E4MvkPE9RjFL94D3Z1CQCaL0j7K+5h1/NTyJl4O0ZO3ybl0VOU49l3vljhhz/8IRMmTACgvLyc3Nzcg7yidYpFLW69bDBfrNrNjx/6DwDnj+6GdFy8wqaqKnF3NemcE5gwvAOvzliPIwWW5SD9GaSeeBYl0x+l9N3HSDtpPFZFEf4u/ama+zqsn0N5bZzrfz2T1ICH6roYkyb257n3VvHPz8qIWRaZp11GrHgLO/52K06okvRTJlD86sMI3cA76CzqFr6dDEIA8ZJtOGU78Pc4GV/nfkS3rsDXuR+RTsOTQQhgzpJCenfJ4vn31+CSCC5W6bZkEAKQVozqz1/Hoze80LoIXvhgTTIIAWzYUYUrJVlpPmZ+deAl27BneLOubF8QAnBsqj59CY+I49Vsqub8OxmEAOJFm5C2BQg8umTTzuqDV6QlRuXsF5JBCCC2Yw2EKxPzTqLxJt60oCf5voahEd2yLBmEANxoiLoVnxLsdQqVM5/HS8NSHoqiHFiLzRFVVFTw3HPP8fTTTzfpde3apRylM2o6qWsEfAbVdXHaZwfweU2CukXtivlc2Ceb0QNPJqt0CVp+eyAPTRNkZ6XixqM4BX2p/fojALz5PbCqdqMHUrFry5GRGlIDiT06HXNSqKyJkpcVxO81GdmvHbENs/AOPA3dn4odC6OnZAJgV5dg5PfGcrUGF8m9NH8KkZ3riO5YjbdjL6I7VhPYsZiffK8bz328Jfk8x3UJRy08XoO0oJe6olCj93KjdQR8BqkZgeSxmlCMULRx6uRQxMJr6qQFPRi6RmZmoNFz9gpvaXwBd6Mh/F4dhKA6Wtf4+7EQZu/RfL62mkG9fGRlNS6PUZ8TqqYyFm78DTtGdodUHFdy99VDefDpLwhFbfxeg7uvHkpWug9jTzCqWtd4GMeNhtF8QdxYGI+pEchsO8M0x8OQ0/HQxtaqRQKRZVlMnjyZyZMn06FDhya9trXMEfmDXu5/cgFBn8n1Ewfw+OvLeGPWeq4a2wmrYhehxc+S2X0IkY2L8J8xiRNP6I10XaqqwviiJZS88xdSh3wPacX2Dc1tWUb2964nll7A7o+Luf2ygTz5zmpuvHggtz/6KaMG5dM9C/T00VTMeglpx8k+7xYqZr5A9Vfvk3/tr9n19F14Vv2H9NOvIbp5SfJ8NW8ALZhJPLoG/5hryB06jpqlM7Gl1SBrQtf8NCprYkw87QScuE1pOE5axz4Ijx8Z37dkPG3YRGoiErt23wXZNHUuPO0Efr9t8b7nBT3kZwfZXRHif68eCo7zrWPxaVkd0QJpuOF9Q2Opp5xPTSyxCCNt2ERKd+4b8tR8KXg69GZbqc3C1au56pz+Bx3rN02D1KHnUf7+X5PH9GAGWnpe8rV56T6m3XUGsbiD16OjSUllxb6AnNZrOOLTf9XrnQlSBo6l7MN/kDLkHMK2QayNzKuoOaKmvY/SdN/5YgXHcbjzzjsZNmwYP/rRj5r8+tYSiDRdo6IuTnqKB48uKK2OkZ7iQZeS9ICg6IVfYJXtxN9rGPqY69G9AaRtIyWkeh2c3RsxczojdIP47s2Y2Z2QVhRpO1TIFAwZJ5iWxtZym9SAh+KKMKkBDzU1dQzp2Q6nthxhmOiBDOyaEjTDQ9RMxynfgetLQ/P4MCu3U7Po/9ADGQRHXMy2GpOt20uQUjJ0UBcytBCu7uOzNVV8vmwXXdunceYpnamqjdE5NyWZHdswIODWUT3/TZxwNWmnXIDM7EzEbnwfI3SNzUU1fDB/K9kZfi45owdFpXXkZ6dg6iK5YONAdF0QJETNF29j15SSetLZaHk9CVmJnxUwbGTZZmoXf4SemkX6yIuZtzHC8s2VXHZmT3yGtt89UN8UNG2conXULZ2BkZ5H2siLCMnAIS8F9xgSr1VN9fw3kFaMtKETsMoLwfDi6XYSdfG2syBVBaKmvY/SdN95IHrttdeYOnUq/fv3B6BDhw48+uijh/z61hKIAHRDIN3EJsy9j32ajbVhPhUznsHMKcAq20ne5b/AyTqBmKNhGBpFlVEWrtzFJWf2oLQywtdrS7hgVGd06SBjIRwrjh5IJWx7wNCoC9tsKqxmYI9spCvxexLLqF0EtuVgGgKh6ViWi6E5uGg4touua+jSwkFja2mEv7yyBMuWXDauJyP65eExEivxhAD2pNBxbBdk44zeQgg64Rc5AAAW9ElEQVS8hgTpYknjW/fUGIaGI0HTICsjSEVFqEl7cIQAjwEaiZ/1zXMxDA0TCyl0bKnhkshJ59qNl8l/m73v4wqDuC2bvOxa0wQe3SUY8BCOOuBYWJhtbpGCCkRNex+l6VQ9omaWYtrULZyOmd2ZYN/RVM19BU9OAXq3oUTsRPJOV9O4/+kvKKuKEI07jB9WwJXje+FaDqYBPi0Odhx0k4j0IqXA8Jrc8cc5XHJGD0YMyOfuaXO59rx+DOyWhXMIdX0MQ8OSgARTTwSwpjAMnbgj0TTQOfSqqOoiduxr6+0DFYhaWtsZP2gl6iyDlOGX4EhBVchNPo7YiSSipjeRquYH43pRkJ/G+59v5vKzeqFJiWYIPLU72f3m73DDNejBdHIv/TnRYD7xuM2lZ/bkb9OX88y7K+mQk0K/blnIb0mtU59t71uv1tQbds3U+c+iHXy6eCfZGX4mXdCfVJ9xSENgiqIoB6NyzR0FdZZBZM+GxvqPhaFz35ML2LCzmoL8NP78768Z0ieXN2ZtwBEafi1O6Vt/SE7UO6FqSt56BD9RNAnD+udh6Bq2IxnWLw9DJFL5mOae9xckHzcXw9SZtXgnL324lp0ldSxdX8rdj3+eSH+jKIrSDFSP6DskpaT/Ce14+PkvSQ96EELQJT+NqtoYtuMihIVTV9XgNU5NGQKJ4TG4409z6JATZET/fF6buZ7uHTPo2y2Lrbtr6ZybAgK2FtfRKSd4wEzYkAhWcj/zQPsTt91GFVojMZtdpXV0ahdo1cOkiqIcG1Qg+i45LleM780H87dQWRvjR+f2YfGaxH6flz9ey00TumNk5mNXJqqfmtmdSf/+L3E1E8dxeOSnYxKlE6SkS/tUBnRvx6rN5fz2hUVcP7E/S9aXsnpLBU//4iziUavRxL1Hl/iIEF6/CCMlk0DHPtTZnm8NJromyM30s7Ok4f6djFRvkxYGKIqiHIgamvsOCUPnF3+bR1rQy6iB+fzr43UMKAhyahf4YdZywqvmkv/DX+HvcTJGeg6eC37OvS+sojSiEbMl9z+1gFDURkjJwBOycOI2fbpkcscPBvP0u6tYuamcv/xsDFbc3m+SVW+snMInb6dyxrOUvvUoJa8+SNDYf3nv5DlLyXUXDCDg23fPcsbJnQh4DZXcU1GUZqF6RN8hKSWjBuYzdkgnfF6DE3vmkEsFxS/ey96s0tGlH5L/o4dwpSQsAvg9Bv8zbS6moZEe9OLz6Liui+u6CAGpWpyhOSGuPLMrJ3XPIDVUiEzvQNRpOIfj1WyqPnsFnH1pbazSHTgVhWhp3Q7YK3JdSYpX4/G7zqCoLER6ipeAVz/ofiBFUZRDpXpE3yHXcjh7RBfWbqvglt/NpGd7D9Wfv0r9qqN2VTHxsp3UOT6EhP++7ETCUZvqujg3XDgAj0YyaPj9BtHtqyj/131M6FBGxorXKH31IfzeREmChiSutZ/0OfHoQUtw7y2C1zHLT8A4+KZURVGUplA9omak6wKPz4NtO7i2k3xsxRK9ECEE1XUx/vTvROqdNVsrGFpvfEvzp+xJ4Ak+DxhuGCtaw1N3DOU/S8v43YuL+P1tp2HoAkPXiMZcAgUDSBt2ARUfJDKY5//4t4RjAvcby7odzUvq8AuJbluJt2NvMsf8IJGZITUbTbOxD+GeZH+9pr1tjkctQCYft7YickJPbHyNxhO54zQp1fJzRWklVCA6QkIk1g+Ypo4r4H8f/5xbLx9Mu3Qf9z7+OT+94iRy031YcRuPR2PN2orka79YV8OZEy7HjUUxz7yR8ogg4PcQz8zA3L2eXdP/gLTjCNPHpZdNITWlB6GIxW9f+Ipo3OGhm0aSki6wq4uT72lXlyICOUDDZdyuK6n2diDtBw+R4jcpfv23OKEqEBqZZ16Nr/eYJtfQ0XWNipDFn57+kvuuH051bZy/PP0l998wolE11Zak6YJlm8uZ9toybMcl6Dd58IYR5KR521wWBEU5FqlAdAQ0U8ejOXicCPFdG/FmtufOS3rxy6cWYOgaqQEPrpQUVYbp0C5AcVWUTnn7dl6v2VpBldkbY+Ivueuv86mqjQEwvH97bhhhJss4SCtK6XuPcfoPpjL5qUWUVyeG2BatKqJ9QSWRTUtof/XDRDZ9Tdn//ZXOt/6dmNOwYqxtu3hTUlm/qZauC15MBCEA6VI58wU69h5BFH+T2i+lJD2YaOPP/vwZ0ZjN0H55aKL1BCEAB43HX08EIUhkA//TK0t44IYR31KUQlGU74qaIzpMmqmzaE0JsaJNFP79VkrfepSiZ/+HtLXvMel73agJxblobHdq6mLkZfgprogw+S+fUVhax0Vju2PoAttx2Vgc4d+fbEgGIYCFq3ZTQQZ6SkbymFNbQSgco7RyXwbsV2ZuQO80gI43PUY8pSP+kybQ8cY/UxeV+11abQCDTsggXrbjG9+RuJGmpzdxXYmpw1Xf60NNKE7cdpl0wQA02bp6GXHLaVAjCaCwtA6hNuUqSqugAtFhEq7k1D6pRD59vkFF0Lpln3By9zQG98zh6XdWkuJPFFR77/PNSAn/eGsFQgim3jyav919Jv1PaEdRWePaOCU1FnogPfm1t0MPdlXGGjznpF65hG2DOjeA5UDI0vc83v8F1nVchOEl0HNow7Z4fGjBjP2+5oA0DcPUKauJs3VXNVeM70XHnBR+/sTn2IiDLoD4LnlMjay0hoXuhvTKRa0/V5TWQQWiw+Q4LroAJ1zd6Ht+w+X6iwZw7sgu6LpgV3mIASdkowkY0juXoM/g08U72FJUjcfQGDO4Y4PXG7pG356JujzC8ODvNojsc2+mQ04qvQoy8Zo6I/q3578vPREhZYOFAQdbJBCxBOmnXUlwwBiE6cWT24X2Vz1AxPUcctuFrrF0Yxm7qyJkZ/hpl+5nSJ88Hr55FKMGdWh1Q3MG8OCNI+m953c3fM/vTlOBSFFaBZV9+zBpps6m7eV03j2LyFfvJo8b6Tnk/uhhQtKPpgnitouhCeKOS2FpHVt21bB4bQmdc1O4/Kxe6NIFXWfOkp18uGAb6Skerp84gJw0Lz4tnhjmEhpIiRAata6JK/fcQbj7H4I7GCHAp7sYwsaVEMPXpEl73TR45r1VfLGyiNGDOjD7653ceNEARg5ojyYETr3M3q0lc7Oua9gSEEf2u9uf1tLGo6Wttw9U9u2WphYrHCbhSgo6ZhHsdD6+tEzCa+ZjZHcm89TLsMwgbtjCBQI+g2jUxufRWbW5gjdmbQBgV2kdAb/JJWO7Ix2Xs4Z2ZvSgDghJoqdlu4T2+/EksmgfySVUSojYGrC3F9S0OR3Hsrn5kkFs2FHF7K93MvrEfE4b3BEratG04hLfHcfZl3285W9jFEWpTw3NHSbHcfEIsPCh9RlH5kV3ExxzDbUiSHFlFM3QEYZGaXUMzdCxHMnHX2wFYMKorkz+4cmEIxbvz99KKO7y3rwtFJaGEOLgw2stTega85fvoqg8RG6mn69WFVNUFkLT1Z+ToihNp64cR8BxXBzHJW65hGwTy9WIWZI7/jyHGYt2MH/Fbn76pzlUheKYRmI5d4fsIMP6t+e+f8znoy+28e//rGPKXz9nSO88fvXUAuatLMIwmreUQ3PTNI3lG8uYNLE/f/nZ6YwYkM/GnVVN7FcpiqIkqKG5ZmTbLh5D47bLBvPYa0sBmDSxP+kBExyX6y8cwOotFXw4fyv1p7mq6mJsLqymW4d03pi1kZED8lv1/hbHspl0QX9c1yUSiiUff1vpCaUhXdfwa1E0J1GJNy5Nora6L1SOTyoQHQXRuF3vsYMQAtt26JaXQtf8NJ56Z2Wj1+zNRKAdI3tbHMve72Pl4IQQBEWYklcewiovBE0nc+yV+PueTsRW/5LK8UfdgjUjw9CI25Kn3lnJDRcO4PbLB/PyR2sTQ3OmjnQlmutyxfhe6PX22WRn+Chon8rWohquPLs35iHEIr/hkGbGSDNjeM2j2Cil2Xl1h6o5LyWCEIDrUDn7JUy3cVJaRTkeqOXbzUwYiXkiryFAkHxcf9hK0zWieyqfpqd6OaVve+YvL6T/Cdlkp3kPOsSV5rWpnvMydSs/QxgeMsdcgdlrNOFWeDetlv42FtRjlL/24L5AtEfuD+4lltmj1f19q8+wae+jNJ3qETUzabsEzETgqf+4Ptdx8Wpw9YR+jBmYj0+H8UM7k5PqOWgQMk2NyLovqFs+G1wHGY9Q8clzaNGqZk9Zc4yMEh5zbM2L/4STGh4UGma7jq0uCCnKd6HNBiLT0Eg1YqSZcfyG06SLqmFoBI04aZ44AcPab7oazdDB0JG6hv6NVW71N4ceaKPo3n6oZTnYtkssZh/SRcijuXhzC8j/4QNkjP4+wpNIXRPdvgrDOPKPUwgBuk7IcqmOOmDorSpdT1sQsyB1+IUE+44CoaGntiP3sinE5KFnt1CUtqT1jeU0A6/uopWspfjjJ3FC1QT7jiLjzGuoiR18MsXQBb5oMWXv/gWrbCe+LgNod96t1OFPBgrN1Hlz9iY++mIrfq/BtRP6MaRnNtI9uqvGvIaDW7iW8v88hROuJaXfaNpf9nOKXnkIb4deRJpj1Zqh8ft/LmLt9koAOuWm8NBNIxvk01OOXK1lEjxjEhln/hgpJVH8jRKzKsrxok32iLwiRsmbv8eprQDXIbRqLnWLP8R7CKsAAlqM4lcewirbCUB020rKP3gCn5YoWGcYGovWlvDe55uxbJeaUJxpry+lNmYf9WzOXhmlZPojOHVV4DrUrfyM8OalZE+4BVKzj3hYxzA0Vm+uSAYhgJ0ldcxevBPTbN17m441iewWOjWWh1rbq4KQclxrc4FI1wVWyTb4RimCyMbF6G7sAK/aR9pR3HBNg2PRrSswtMT7ucCCFUWNXrd8Y1mzDI0diK5rxIo2880ENdGty/F0HkDIOvKlc5om2F7ceMJ2W1GNmjBSFOWoaXOByHUlRlZ+o+Oe9ifgioNfrIXhRRgNx+o9uQXsHfXShKBPl8xGr+vRKeOopuZxXRdPdsdGxz35PbCEt1l+hmW5jD6xQ6PjZw0rUGW1FUU5atpcIJISHCNIxpgrElmrATO7M+mn/YDYAer01Bd1TbIn3o4wExd3PZhB9gW3E5WJRQG25TB+WBf6dk0EIyHgnBFdyMvwH9UVT1KC40kjfdQlyXZ5cruQNvISYs20n1RKSYrX4J6fDKNrfhodc1K4/fLBdMoJtvr8d4qiHLva7D4in+HgERY4Nq7uIeJ6cZxDa6pHd/FpFtKOgeEj4nqx671W0wSuENh7MiHogsNKb3M4exf8hoOJBa6Nq3kIu95mD4CmqRN3JBLwaImsEIdL7UE59rX19oHaR9TS2uSqOYCorRNlzwS7C01J/h93NOKOF/CC1fi1iQu/TPzypPxOywpEbJ3IYbbrUFmWgwAEoObQFUU52trc0JyiKIpybFGBSFEURWlRKhApiqIoLUoFIkVRFKVFqUCkKIqitCgViBRFUZQWpQKRoiiK0qJUIFIURVFa1DG3obWt1cZpa+3ZH9XGY19bbx8cH21srY65FD+KoihK26KG5hRFUZQWpQKRoiiK0qJUIFIURVFalApEiqIoSotSgUhRFEVpUSoQKYqiKC1KBSJFURSlRalApCiKorQoFYgURVGUFqUCkaI0USgUYu7cuaxevbqlT0VR2gT9/vvvv7+lT+J4YlkWN998M3l5eXTq1ImioiKuv/563njjDeLxOIMGDWrpUzxsdXV13H777UyfPp0XXniBQYMGYdt2m2kfQDwe57rrrsPv9/PGG29QWVlJXl5em2rjXnfeeSfhcJiMjIw2174JEybw0Ucf8dZbb7Fz504KCgraXBuPKVL5zliWJa+//np53nnnyS+++EJKKeV1110nP/30U+m6rrz22mtlYWFhC5/l4XvppZfk+++/L6WUcubMmfKWW25pU+2TUsrVq1fLGTNmSCmlXLt2rbzuuuvaXBullPL999+XgwYNkm+++Waba19RUZG86aabGhxra2081qihue/YQw89xIABAwBwHIc1a9YwduxYhBCMHj2aL7/8soXP8PD98Ic/ZMKECQCUl5eTk5PTptoH0LdvX8466yw2bdrEE088wYUXXtjm2lhaWsozzzzDlVde2eb+RgG++uor1q1bx5VXXskVV1zBsmXL2lwbjzXHXBmIY5lhGLRv3z75dSQSIS8vL/l1WloaJSUlLXFqzaqiooLnnnuOp556iuXLlyePt5X2ASxcuJCtW7cSCATa3Gf4q1/9ip///OcsWLCAaDTa5trXo0cPnn76abp3785XX33FI4880ubaeKxRgagF+f1+4vF48utQKIQ8xqtyWJbF5MmTmTx5Mu3bt29z7dvrqquuYtSoUdxxxx1YlpU8fqy38fXXX6d79+4MHTqUBQsW4PP52txn2K1bN3w+H5Do4W7YsIF27dolv98W2nisUUNzLUjXddLT0ykqKgJg1apVdOrUqYXP6vA5jsPkyZMZN24c48aNa3Ptg8SF+pFHHgGgqqqKzMzMNtXGTz75hEWLFnH11Vfz1ltv8cwzz2CaZptpH8ADDzzAvHnzAPjoo48YNGhQm/oMj0WqMF4LmDJlChdffDHDhw/nk08+4W9/+xsnnXQSc+fOZfr06QSDwZY+xcPy2muvMXXqVPr37w9Ahw4dOPfcc9tM+yCxau7uu+9m9+7deL1e7rvvPrZs2dKm2rjXtGnT6NixI2lpaW2qfYWFhUyePJlQKEReXh4PPPAAa9asaVNtPNaoQNQKbNq0iVWrVjF27FjS09Nb+nSaXVtvH7T9Nrb19sHx0cbWSgUiRVEUpUWpOSJFURSlRalApCiKorQoFYgURVGUFqUCkXLcmDJlCtOnTz/o86ZNm8a0adMO+P2pU6fywQcfHPLrpk+fzpQpU5p2sopyHFGBSGk1ampqeP755w/puTt37jykoHI03HPPPclURoqiHDkViJRWo6amhhdeeOGQnltYWMhbb711lM9IUZTvggpESqswefJkLr30UoqKihg9ejSTJk0C4Omnn+b000/ne9/7HnPmzAES6XVuu+02lixZwujRo7nnnnsAcF2Xe++9l1NPPZXx48fz+eefH/b5rF+/ngsuuIAzzjgj+XP3OtQhPkVRDo3KNae0Co8++ig7d+7kmmuuYdasWQDMnz+ft99+m3feeYfS0lKuvfZa3nnnHf71r3+xcOFCHn/8cV588cXke6xYsYLq6mo+/fRTVq5cydSpUzn11FMP63xWrlzJ9OnTKSws5MYbb2T27Nl4vd5maauiKA2pQKS0Wp999hkTJ04kPT2d9PR0Bg0axKJFizjnnHP2+/wTTzyRH//4xzz22GPMmzePysrKw/7Z48ePJzMzk8zMTDIyMtiyZQt9+vQ57PdTFOXA1NCccswQQiCEOOD33333XR588EH69u3Lfffdd8Q/ay9N01Q2ZkU5ilQgUlqNjIwMKisriUQiRCIRhg0bxnvvvUdNTQ2bNm1i+fLlnHzyyQBkZmaye/duHMehuroax3FYunQpp556KuPGjWPmzJlHdC4zZ86kurqatWvXUlZWRteuXZuhhYqi7I8amlNajZSUFG644QbGjx+P67q8+uqrXHjhhUycOBGv18vDDz9MdnY2AL169WLkyJGMGTMGTdOYMWMGF198MXfccQfvvPMO559/PhUVFdTW1pKamtrkcykoKODyyy8nGo0ydepU/H5/czdXUZQ9VNJTRVEUpUWpHpFy3Bo9enSjY1lZWbz33nstcDaKcvxSPSJFURSlRanFCoqiKEqLUoFIURRFaVEqECmKoigtSgUiRVEUpUWpQKQoiqK0qP8H6f3ZHb2WO0IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432.85x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", style=\"time\", data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面我们看到，传递**hue**参数，是通过不同颜色来体现分类，颜色还能通过**palette**参数自定义。下面展示的是传递变量名给**size**参数，则是通过不同点的大小来展示每个观测之间的区别，**sizes**参数则能调整大小的范围。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x25b6ac2c850>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 421.6x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"total_bill\", y=\"tip\", size=\"size\", sizes=(15, 200), data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 线型图\n",
    "\n",
    "散点图非常有效，但是没有通用的最佳可视化类型。视觉表示应适合于数据集的细节以及您试图用图来解释回答的问题。\n",
    "\n",
    "对于某些数据集，您可能希望了解一个变量随时间的变化或类似的连续变量。在这种情况下，绘制线型图则是一个不错的选择。\n",
    "\n",
    "在seaborn中，可以通过**lineplot()**或**relplot()**设置**kind='line'**来实现线型图的绘制。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "170"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#  使用pandas.date_range函数生成一个时间序列\n",
    "\n",
    "days = pd.date_range('2020-01-01', '2020-06-18' )\n",
    "len(days)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "price = np.random.randn(170).cumsum() *100\n",
    "store_price = pd.DataFrame()\n",
    "store_price['day'] = days\n",
    "store_price['price'] = price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x25b6a385580>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# lineplot()或relplot()设置kind='line'\n",
    "sns.lineplot(x='day', y='price', data=store_price)\n",
    "\n",
    "# g= sns.relplot(x='day', y='price', data=store_price, kind='line')\n",
    "# g.fig.autofmt_xdate()  # 这行的效果是行标签变斜了"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "默认情况下，lineplot()会在绘制之前按x的值对数据进行排序。但是，可以通过传递**sort=False**禁用此功能。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x25b6ad1f820>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(np.random.randn(100, 2).cumsum(axis=0), columns=[\"x\", \"y\"])\n",
    "sns.relplot(x=\"x\", y=\"y\", sort=False, kind=\"line\", data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **聚合并表示不确定性**\n",
    "\n",
    "对于x变量中有相同值的，对应了多个y。seaborn的默认行为是x通过绘制均值和均值周围的95%置信区间来汇总每个值的多次测量："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x25b6ad60670>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fmri = pd.read_csv('../dataset/fmri.csv')\n",
    "sns.relplot(x=\"timepoint\", y=\"signal\", kind=\"line\", data=fmri)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**但是**，对于较大是数据集，这回占用大量时间。因此可以通过传递**ci=None**禁用此功能。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x25b6add5430>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"timepoint\", y=\"signal\", kind=\"line\", data=fmri, ci=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "另一个很好的选择，尤其是对于较大的数据集，适合通过绘制标准差而不是置信区间来表示每个时间点的分布范围："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x25b6ae1a640>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"timepoint\", y=\"signal\", kind=\"line\", ci=\"sd\", data=fmri)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "与**散点图**一样，hue、style等参数，也能用在**线型图**中，其解读方式是一致的，大家可以通过查询官方文档进行练习。此处略！！！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  展示多个方面的关系\n",
    "\n",
    "不管是散点图还是线型图，都可以通过hue、style等参数，一次显示多个维度的变量，但这样做并不总是有效的。当您想了解两个变量之间的关系是如何依赖于多个其它变量时，该怎么办？\n",
    "\n",
    "最好的办法是绘制多个图。因为relplot()基于FacetGrid，所以很容易做到。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x25b6ac72f40>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792.6x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips = pd.read_csv('../dataset/tips.csv')\n",
    "sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\",col=\"time\", data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "还可以通过这种方式显示两个变量的影响力，一个传递给**col**，一个传递给**row**。当绘制的图太多时，可能需要通过**height**参数来调整图的大小，通过改变不同的参数值，学习参数的使用方式。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x25b6ac24850>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 654.225x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fmri = pd.read_csv('../dataset/fmri.csv')\n",
    "sns.relplot(x=\"timepoint\", y=\"signal\", hue=\"subject\",\n",
    "            col=\"region\", row=\"event\", height=4,\n",
    "            kind=\"line\", estimator=None, data=fmri)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "当您想要检查变量的多个水平的影响时。最好在列上展示变量的多个方面，然后在行上“包装”各个方面。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x25b6ac67340>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 877.225x648 with 14 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"timepoint\", y=\"signal\", hue=\"event\", style=\"event\",\n",
    "            col=\"subject\", col_wrap=5,\n",
    "            height=3, aspect=.75, linewidth=2.5,\n",
    "            kind=\"line\", data=fmri.query(\"region == 'frontal'\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这些可视化，常常被称为“格子图”或者“small-multiples”，因为它们以一种格式展示数据，该格式可以使眼睛很容易观察到总体模式以及这些模式的偏差。尽管你应该利用**scatterplot()** 和 **relplot()** 提供灵活性，但要记住，几个简单的图通常比一个复杂的图更有效。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "293.2px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
